A Reinforcement Learning Approach to Access Management in Wireless Cellular Networks

المؤلفون المشاركون

Lim, Yujin
Moon, Jihun

المصدر

Wireless Communications and Mobile Computing

العدد

المجلد 2017، العدد 2017 (31 ديسمبر/كانون الأول 2017)، ص ص. 1-7، 7ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2017-05-14

دولة النشر

مصر

عدد الصفحات

7

التخصصات الرئيسية

تكنولوجيا المعلومات وعلم الحاسوب

الملخص EN

In smart city applications, huge numbers of devices need to be connected in an autonomous manner.

3rd Generation Partnership Project (3GPP) specifies that Machine Type Communication (MTC) should be used to handle data transmission among a large number of devices.

However, the data transmission rates are highly variable, and this brings about a congestion problem.

To tackle this problem, the use of Access Class Barring (ACB) is recommended to restrict the number of access attempts allowed in data transmission by utilizing strategic parameters.

In this paper, we model the problem of determining the strategic parameters with a reinforcement learning algorithm.

In our model, the system evolves to minimize both the collision rate and the access delay.

The experimental results show that our scheme improves system performance in terms of the access success rate, the failure rate, the collision rate, and the access delay.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Moon, Jihun& Lim, Yujin. 2017. A Reinforcement Learning Approach to Access Management in Wireless Cellular Networks. Wireless Communications and Mobile Computing،Vol. 2017, no. 2017, pp.1-7.
https://search.emarefa.net/detail/BIM-1206045

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Moon, Jihun& Lim, Yujin. A Reinforcement Learning Approach to Access Management in Wireless Cellular Networks. Wireless Communications and Mobile Computing No. 2017 (2017), pp.1-7.
https://search.emarefa.net/detail/BIM-1206045

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Moon, Jihun& Lim, Yujin. A Reinforcement Learning Approach to Access Management in Wireless Cellular Networks. Wireless Communications and Mobile Computing. 2017. Vol. 2017, no. 2017, pp.1-7.
https://search.emarefa.net/detail/BIM-1206045

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1206045